{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.9042°C and 35.11619999999999°C\n",
      "with a speed of roughly 17.14091872791519°C per hour\n",
      "we see a voltage tempco of roughly 0.03220858895026389 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458Bz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230117-162935_ADRmu7_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('10s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu7 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458Bz\"].max()-raw[\"3458Bz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
